Analisis Tata Letak Produksi CNC Batik dengan Group Technology dan Particle Swarm Optimization

Authors

  • Rifqi Fauzi Departemen Teknik Mesin dan Industri, Universitas Gadjah Mada
  • Sri Hartanti Departemen Teknik Mesin dan Industri, Universitas Gadjah Mada
  • Tari Hardiani Safitri Departemen Teknik Mesin dan Industri, Universitas Gadjah Mada
  • Achmad Pratama Rifai Departemen Teknik Mesin dan Industri, Universitas Gadjah Mada
  • Anas Saifurrahman Departemen Teknik Mesin dan Industri, Universitas Gadjah Mada

DOI:

https://doi.org/10.35261/gijtsi.v4i02.10950

Abstract

The production of batik experiences an increasing demand every year. This requires an improvement in both productivity and flexibility in the batik production process. Layout becomes one of the crucial factors in enhancing productivity and flexibility since it influences the material handling process. Well-designed facility layouts can improve the smoothness of material transfer operations, reducing material handling distances and, consequently, lowering material handling costs. This research aims to provide the best alternative layout. Several stages are carried out in this research, including classification to group cells based on part family, using the Rank Order Clustering (ROC) and Similarity Coefficient (SC) methods. Next, the calculation of the shortest transfer distance is conducted using Distance-Based Score Calculation, along with the use of Particle Swarm Optimization (PSO) to determine the department sequence. The research results show that the same cell grouping is achieved using both ROC and SC methods, with Cell 1 {Spray paint, proxy paint, Compressor, Welding, Grinding}, and Cell 2 {CNC Milling and CNC Turning}. Based on the distance traveled problem, it is found that the travel distance on the existing intuitive layout and the new suggested flow is 315.75 and 292.96, respectively. Therefore, by implementing group technology to implement cell manufacturing, it can provide a more effective and efficient material flow and Work In Process (WIP). Meanwhile, the results PSO yields a total minimum travel distance of 7,701.851 meters and a total material handling cost of Rp. 220 per meter, resulting in a total material handling cost of Rp 1,694,407.

Downloads

Download data is not yet available.

References

Kementerian Perindustrian, “Menperin: Ekspor Batik Ditargetkan Mencapai USD 100 Juta Tahun 2023.” Accessed: Feb. 22, 2024. [Online]. Available: https://kemenperin.go.id/artikel/24228/Menperin:-Ekspor-Batik-Ditargetkan-Mencapai-USD-100-Juta-Tahun-2023

Kementerian Perindustrian, “Serap 200 Ribu Tenaga Kerja, Ekspor Industri Batik Tembus USD 533 Juta,” kemenperin.go.id. Accessed: Feb. 22, 2024. [Online]. Available: https://kemenperin.go.id/artikel/22830/Serap-200-Ribu-Tenaga-Kerja,-Ekspor-Industri-Batik-Tembus-USD-533-Juta

A. Saifurrahman, “Perancangan Tata Letak Fasilitas Untuk Fabrikasi Mesin CNC Batik Tulis Menggunakan Pendekatan Systematic Layout Planning,” UGM, Yogyakarta, 2020.

D. Oktarini, F. Suryani, Madagaskar, and M. Rosyidah, “Modernization of facility layout design in earthenware craft industry with green productivity approach,” in IOP Conference Series: Materials Science and Engineering, Institute of Physics Publishing, Nov. 2019. doi: 10.1088/1757-899X/620/1/012114.

H. Purnomo, Perencanaan dan Perancangan Fasilitas, 1st ed. Yogyakarta: Graha Ilmu, 2004.

X. Hao and L. Florez-Perez, “The Effect Of Classroom Environment On Satisfaction And Performance: Towards Iot-Sustainable Spaces,” in IGLC 2021 - 29th Annual Conference of the International Group for Lean Construction - Lean Construction in Crisis Times: Responding to the Post-Pandemic AEC Industry Challenges, Department of Engineering, Civil Engineering Division, Pontificia Universidad Catolica del Peru, 2021, pp. 443–453. doi: 10.24928/2021/0145.

I. Sodikin and N. Jacky Prasatya, “Penerapan Cellular Manufacturing System Dengan Menggunakan Algoritma Heuristic Similarity Coeficient Untuk Meminimasi Waktu Siklus Dan Biaya Material Handling,”, Jurnal Teknologi, Vol. 1, No. 1, pp. 44-52, 2008.

A. Amelia, “Aplikasi Metode Group Technology dalam Memperbaiki Tata Letak Mesin untuk Meminimalkan Jarak Perpindahan Bahan (Studi Kasus di Perusahaan Mebel Logam).” Universitas Kristen Petra, 2007 [Online]. Available: http://puslit.petra.ac.id/journals/mechanical

N. Singh and D. Rajamani, “Cellular Manufacturing Systems: Design, Planning and Control,” Springer Science & Business Media, 1996.

A. Hasibuan and L. Parinduri, “Aplikasi Metode Group Technology dalam Memperbaiki Tata Letak Mesin untuk Meminimalkan Jarak Perpindahan Bahan.” PISTON (Jurnal Ilmiah Teknik Mesin Fakultas Teknik UISU), Vol. 2, no. 1, pp. 1-9, 2017.

R. A. Prasetyo, D. Herwanto, and A. E. Nugraha, “Usulan Penerapan Metode Shared Storage pada Tata Letak Stock di Gudang PT XYZ,” Go-Integratif : Jurnal Teknik Sistem dan Industri, vol. 2, no. 2, pp. 124–134, Dec. 2021, doi: 10.35261/gijtsi.v2i2.5652.

K. Shunmugesh and K. Panneerselvam, “Machinability study of Carbon Fiber Reinforced Polymer in the longitudinal and transverse direction and optimization of process parameters using PSO–GSA,” Engineering Science and Technology, an International Journal, vol. 19, pp. 1552–1563, 2016, doi: 10.1016/j.jestch.2016.04.012.

A. Sateria, I. Dwi Saputra, and Y. Dharta, “Penggunaan Metode PSO Pada Optimasi Multirespon Gaya Tekan dan Momen Torsi Penggurdian Material Komposit GFRP Yang Ditumpuk Dengan Material Stainless Steel,” Jurnal Manutech, pp. 1–7, 2018.

M. A. Daya, F. D. Sitania, and A. Profita, “Perancangan Ulang (re-layout) tata letak fasilitas produksi dengan metode blocplan (studi kasus: UKM roti rizki, Bontang),” PERFORMA Media Ilmiah Teknik Industri, vol. 17, pp. 140–145, 2019, doi: 10.20961/performa.17.2.29664.

R. Karmila Dewi, M. Choiri, and A. Eunike, “Perancangan Tata Letak Fasilitas Menggunakan Metode BLOCPLAN Dan Analytic Hierarchy Process (AHP) (Studi Kasus: Koperasi Unit Desa Batu),” Jurnal Rekayasa dan Manajemen Sistem Industri, Vol. 2, no. 3, 2003.

A. Pascagama, R. B. Prakasa, S. Maulida, T. Nabila Assahda, T. Gunung Tua, and W. A. Jauhari, “Perancangan Tata Letak Fasilitas Menggunakan Metode SLP (Systematic Layout Planning) pada UMKM Roti Shendy,” Seminar dan Konferensi Nasional IDEC, 2022.

C. Guan, Z. Zhang, S. Liu, and J. Gong, “Multi-objective particle swarm optimization for multi-workshop facility layout problem,” Journal of Manufacturing Systems, vol. 53, pp. 32–48, 2019, doi: 10.1016/j.jmsy.2019.09.004.

A. U. Azmi, R. Hidayat, and M. Z. Arif, “Perbandingan Algoritma Particle Swarm Optimization (Pso) Dan Algoritma Glowworm Swarm Optimization (Gso) Dalam Penyelesaian Sistem Persamaan Non Linier,” Majalah Ilmiah Matematika dan Statistika, vol. 19, p. 29, 2019, doi: 10.19184/mims.v19i1.17263.

S. U. Siswanti, A. K. Garside, and I. Amalynda, “Perancangan Ulang Tata Letak Fasilitas Produksi Menggunakan Modified Squirrel Search Algorithm,” Jurnal INTECH Teknik Industri Universitas Serang Raya, vol. 9, no. 2, pp. 178–184, Dec. 2023, doi: 10.30656/intech.v9i2.7098.

Y. Muharni, Kulsum, and M. Khoirunnisa, “Warehouse Layout Designing of Slab Using Dedicated Storage and Particle Swarm Optimization,” in IOP Conference Series: Materials Science and Engineering, Institute of Physics Publishing, 2019. doi: 10.1088/1757-899X/532/1/012003.

A. A. Permatasari, F. N. Pramandha, M. I. Karima, and E. Santoso, “Re-layout facility to minimize defects and production cost in PT. Sendanis Jaya Makmur,” in IOP Conference Series: Earth and Environmental Science, Institute of Physics Publishing, Mar. 2020. doi: 10.1088/1755-1315/426/1/012166.

M. A. F. Belo-Filho, P. Amorim, and B. Almada-Lobo, “An adaptive large neighbourhood search for the operational integrated production and distribution problem of perishable products,” International Journal of Production Research, vol. 53, no. 20, pp. 6040–6058, Oct. 2015, doi: 10.1080/00207543.2015.1010744.

M. B. Abdelhalim and E.-D. Habib, “Particle Swarm Optimization for HW/SW Partitioning,” Particle Swarm Optimization, pp.49-76, 2009.

Published

2024-03-10

How to Cite

[1]
R. . Fauzi, S. . Hartanti, T. H. . Safitri, A. P. Rifai, and A. Saifurrahman, “Analisis Tata Letak Produksi CNC Batik dengan Group Technology dan Particle Swarm Optimization”, GIJTSI, vol. 4, no. 02, pp. 132–147, Mar. 2024.